{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Access, obtain and filter ATL06 Data\n",
    "\n",
    "#### This notebook aims to query, obtain, subset and filter ATL06 data in region of interest (hereinafter ROI), basic workflow is:\n",
    "<ol>\n",
    "<li>Inquire available ATL06 data based on bounding box of ROI in this project</li>\n",
    "<li>Two differnt ways of obtaining ATL06 data:</li>\n",
    "<ol>\n",
    "<li>Read data directly from OpenAltimetry API without downloading, suitable for quick check and simple manipulation of elevation in ROI</li>\n",
    "<li>Download data from NSIDC, subset variables and data filtering, suitable for complex data analysis</li>\n",
    "</ol>\n",
    "</ol>\n",
    "\n",
    "##### References:\n",
    "* Notebooks by Fernando Paolo: https://github.com/ICESAT-2HackWeek/intro-hdf5 \n",
    "* Notebooks by Jessica Scheick and Amy Steiker: https://github.com/ICESAT-2HackWeek/data-access "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import packages\n",
    "from pathlib import Path\n",
    "from icepyx import icesat2data as ipd\n",
    "import h5py\n",
    "import numpy as np\n",
    "import dask.dataframe as dd\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "from simlib import atl06lib # subset and filter ATL06 data\n",
    "from simlib.icesatapi import grid_bbox, file_meta, OA_request  # request data from OpenAltimetry API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Download folder \n",
    "data_home = Path('/home/jovyan/data/ATL06_RAW') #/home/jovyan/shared/data-tian/ATL06_RAW\n",
    "\n",
    "# Output folder\n",
    "outdir = Path.home()/'data/ATL06_Processed'\n",
    "\n",
    "# Create folder if it doesn't exist\n",
    "data_home.mkdir(exist_ok=True)\n",
    "outdir.mkdir(exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Query ATL06 data in ROI\n",
    "#### Create an ICESat-2 data object with the desired search parameters\n",
    "Required parameters for data query: \n",
    "* short_name\n",
    "* date_range\n",
    "* spatial_extent: derived from DEM\n",
    "\n",
    "Spatial extents(bbox): The spatial extent is a required input for data access. Much like how your spatial extent in OpenAltimetry showed which tracks were available, this input provides an easy way for the NSIDC API to search through the ICESat-2 metadata and determine which granules might have some coverage there (without having to open all the individual granules, which would take a lot of computing resources). Then, this same spatial region will be used a second time to actually extract the data for the region you're interested in (which is why you might get a message during ordering saying a given granule didn't have any data in your region of interest).\n",
    "\n",
    "epsg: DEM projection, will be used in projection convertion when reducing ATL06 files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# query datasets\n",
    "short_name = 'ATL06'\n",
    "date_range = ['2018-10-14','2020-04-04']\n",
    "\n",
    "# bounding box for DEM\n",
    "bbox = [-76.5,-79.5,-76,-79] # Somewhere in Filchner-Ronne Ice Shelf in Antarctica \n",
    "#[-121.87893182746436, 48.70258466806347, -121.79542720391288, 48.7704252035505] #[lonmin,latmin,lonmax,latmax]\n",
    "\n",
    "epsg = 3031 #32610 # projection\n",
    "\n",
    "region = ipd.Icesat2Data(short_name, bbox, date_range)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set Earthdata login account"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Earthdata Login user name and associated email\n",
    "earthdata_uid = 'icetianli'\n",
    "email = 'tian.li@bristol.ac.uk'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check parameters and visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "product:     ATL06\n",
      "dates:       ['2018-10-14', '2020-04-04']\n",
      "start time:  00:00:00\n",
      "end time:    23:59:59\n",
      "version:     003\n",
      "extent:      ['bounding box', [-76.5, -79.5, -76, -79]]\n",
      "\n",
      "DATA:\n",
      "('Number of available granules', 231)\n",
      "('Average size of granules (MB)', 64.23371304268268)\n",
      "('Total size of all granules (MB)', 14837.9877128597)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('product:    ', region.dataset)\n",
    "print('dates:      ', region.dates)\n",
    "print('start time: ', region.start_time)\n",
    "print('end time:   ', region.end_time)\n",
    "print('version:    ', region.dataset_version)\n",
    "print('extent:     ', region.spatial_extent)\n",
    "\n",
    "#search for available granules and provide basic summary info about them\n",
    "print('\\nDATA:')\n",
    "print('\\n'.join([str(item) for item in region.avail_granules().items()]))\n",
    "\n",
    "# visualize data extents\n",
    "region.visualize_spatial_extent()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Obtain ATL06 granule list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "filelist = region.avail_granules(ids=True)\n",
    "#filelist"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 Obtain ATL06 data in ROI\n",
    "### 2.1 Read ATL06 data directly from OpenAltimetry API\n",
    "**This method reads unfiltered data directly from OepnAltimtery into memory without actually downloading onto local disk. If you just want a quick look or simple manipulation of the elevation data in ROI**, this method can be the option. \n",
    "The returned parameters are:\n",
    "* lat: latitude of segment\n",
    "* lon: longitude of segment\n",
    "* h: elevation\n",
    "* beam: beam number\n",
    "* cycle: ATL06 cycle number\n",
    "* time: acquisiton date of data granule\n",
    "\n",
    "**If you want to obtain a more complete list of ATL06 variables and perform complex data analysis, then refer to section 2.2, it offers a higher flexibility of accessing different variables and support data filtering.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "### spatial extent check and grid bbox\n",
    "lonmax = bbox[2]\n",
    "lonmin = bbox[0]\n",
    "latmax = bbox[3]\n",
    "latmin = bbox[1]\n",
    "\n",
    "# check if bounding box satisfies extent thresholds: |maxx - minx| < 5 and maxy - miny < 5\n",
    "extent_flag = ((lonmax - lonmin) > 5 ) or ((latmax - latmin) > 5 ) \n",
    "\n",
    "if extent_flag:\n",
    "    bbox_list = grid_bbox(bbox)\n",
    "    paras = [file_meta(filelist,bbox_i) for bbox_i in bbox_list]\n",
    "    para_lists = [para_list for sublists in paras for para_list in sublists]\n",
    "else:\n",
    "    bbox_list = bbox\n",
    "    para_lists = file_meta(filelist,bbox_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 41.5 s, sys: 1.65 s, total: 43.2 s\n",
      "Wall time: 2min 19s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "from shapely.geometry import Point\n",
    "import matplotlib.pyplot as plt \n",
    "from pyproj import CRS\n",
    "from itertools import compress\n",
    "import concurrent.futures\n",
    "\n",
    "### Parallel processing ###\n",
    "pool = concurrent.futures.ThreadPoolExecutor(max_workers=20)\n",
    "parallel_data = {pool.submit(OA_request,paralist): paralist for paralist in para_lists}\n",
    "\n",
    "results=[]\n",
    "for future in concurrent.futures.as_completed(parallel_data):\n",
    "    r = future.result()\n",
    "    results.append(r)\n",
    "    \n",
    "ATL06_DATA = pd.concat(results) \n",
    "# convert into geodataframe\n",
    "geometry = [Point(xy) for xy in zip(ATL06_DATA['lon'], ATL06_DATA['lat'])]        \n",
    "gdf_OA = gpd.GeoDataFrame(ATL06_DATA, geometry=geometry, crs=CRS('EPSG:4326'))\n",
    "gdf_OA = gdf_OA.to_crs({'init':'epsg:'+str(epsg)})\n",
    "\n",
    "# plot elevation\n",
    "fig=plt.figure(figsize=(8, 8))\n",
    "ax1=fig.add_subplot(111)\n",
    "cs = ax1.scatter(gdf_OA['geometry'].x, gdf_OA['geometry'].y, c = gdf_OA['h'], vmin=gdf_OA['h'].min(), vmax=gdf_OA['h'].max(), cmap='RdYlBu_r', s=15, label='OpenAltimetry')\n",
    "\n",
    "plt.tight_layout()\n",
    "colorbar = fig.colorbar(cs, ax=ax1)\n",
    "colorbar.ax.tick_params(labelsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Download data from NSIDC, reduce and filter downloaded ATL06 data "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Download Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Only download if data folder is empty\n",
    "if not list(data_home.glob('*.h5')):\n",
    "    region.earthdata_login(earthdata_uid, email)\n",
    "    region.order_granules(email=False)\n",
    "    region.download_granules(data_home)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20190430022142_04860306_003_01.h5\n",
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20190129064202_04860206_003_01.h5\n",
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20181019231110_03260102_003_01.h5\n",
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20190419143053_03260302_003_01.h5\n",
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20190729220121_04860406_003_01.h5\n",
      "/home/jovyan/data/ATL06_RAW/processed_ATL06_20190118185056_03260202_003_01.h5\n",
      "Total number of files: 6\n"
     ]
    }
   ],
   "source": [
    "#Check downloaded data\n",
    "files = list(data_home.glob('*.h5'))\n",
    "\n",
    "for f in files[:10]: print(f)\n",
    "print('Total number of files:', len(files))\n",
    "\n",
    "#check the ICESat-2 file structure (!)\n",
    "#!h5ls -r {files[0]} "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reduce and filter ATL06 Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I am currently running on Linux version 4.14.177.  \n",
      "This system is named jupyter-icetianli \n",
      "It has 8 CPU cores.  \n",
      "It has 30 Gigabytes of RAM.  \n",
      "Current disk_percent is 4.7 percent.  \n",
      "Current CPU utilization is 25.0 percent.  \n",
      "Current memory utilization is 13.6 percent. \n",
      "it's running since Friday 19. June 2020. \n",
      "\n"
     ]
    }
   ],
   "source": [
    "!python system-status.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "running in parallel (2 jobs) ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=2)]: Using backend LokyBackend with 2 concurrent workers.\n",
      "[Parallel(n_jobs=2)]: Done   6 out of   6 | elapsed:    9.3s finished\n"
     ]
    }
   ],
   "source": [
    "# Parallelization\n",
    "\n",
    "njobs = 2 \n",
    "\n",
    "if njobs == 1:\n",
    "    print('running in serial ...')\n",
    "    [atl06lib.read_atl06(f, epsg, outdir, bbox) for f in files]\n",
    "\n",
    "else:\n",
    "    print('running in parallel (%d jobs) ...' % njobs)\n",
    "    from joblib import Parallel, delayed\n",
    "    Parallel(n_jobs=njobs, verbose=5)(delayed(atl06lib.read_atl06)(f, epsg, outdir, bbox) for f in files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190430022142_04860306_003_01_gt2r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190129064202_04860206_003_01_gt3r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190729220121_04860406_003_01_gt3l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20181019231110_03260102_003_01_gt1l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190129064202_04860206_003_01_gt3l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190729220121_04860406_003_01_gt1l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20181019231110_03260102_003_01_gt1r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190729220121_04860406_003_01_gt3r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190430022142_04860306_003_01_gt2l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190430022142_04860306_003_01_gt3r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190729220121_04860406_003_01_gt2r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190430022142_04860306_003_01_gt1l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20181019231110_03260102_003_01_gt2l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190729220121_04860406_003_01_gt2l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20181019231110_03260102_003_01_gt2r.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190430022142_04860306_003_01_gt3l.h5\n",
      "/home/jovyan/data/ATL06_Processed/processed_ATL06_20190430022142_04860306_003_01_gt1r.h5\n",
      "Total number of files: 17\n",
      "Variables:\n",
      "/                        Group\n",
      "/dac                     Dataset {46}\n",
      "/dh_fit_dx               Dataset {46}\n",
      "/f_sn                    Dataset {46}\n",
      "/h_li                    Dataset {46}\n",
      "/h_rb                    Dataset {46}\n",
      "/is_asc                  Dataset {46}\n",
      "/lat                     Dataset {46}\n",
      "/lon                     Dataset {46}\n",
      "/q_flag                  Dataset {46}\n",
      "/s_fg                    Dataset {46}\n",
      "/s_li                    Dataset {46}\n",
      "/snr                     Dataset {46}\n",
      "/t_dt                    Dataset {46}\n",
      "/t_gps                   Dataset {46}\n",
      "/t_year                  Dataset {46}\n",
      "/tide_earth              Dataset {46}\n",
      "/tide_load               Dataset {46}\n",
      "/tide_ocean              Dataset {46}\n",
      "/tide_pole               Dataset {46}\n",
      "/x                       Dataset {46}\n",
      "/y                       Dataset {46}\n"
     ]
    }
   ],
   "source": [
    "# check reduced ATL06 files\n",
    "outfiles = list(outdir.glob('*.h5'))\n",
    "\n",
    "for f in outfiles[:]: print(f)\n",
    "print('Total number of files:', len(outfiles))\n",
    "\n",
    "# check variable list\n",
    "print('Variables:')\n",
    "!h5ls -r {outfiles[0]}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of files: 17\n",
      "Number of points: 894\n",
      "        dac  dh_fit_dx   f_sn         h_li      h_rb  is_asc        lat  \\\n",
      "0 -0.078387  -0.263047  127.0  2641.562988  0.981449     0.0  48.769324   \n",
      "1 -0.078386  -0.349660  127.0  2635.364014  0.951949     0.0  48.769144   \n",
      "2 -0.078381  -0.148199  127.0  2603.774902  0.729345     0.0  48.768427   \n",
      "3 -0.078380  -0.075832  127.0  2601.487793  0.717039     0.0  48.768247   \n",
      "4 -0.078379  -0.081239  127.0  2599.798340  0.700932     0.0  48.768068   \n",
      "\n",
      "          lon  q_flag  s_fg  ...  snr          t_dt         t_gps  \\\n",
      "0 -121.832047     0.0   0.0  ...  0.0  4.182627e+07  1.240626e+09   \n",
      "1 -121.832073     0.0   0.0  ...  0.0  4.182627e+07  1.240626e+09   \n",
      "2 -121.832173     0.0   0.0  ...  0.0  4.182627e+07  1.240626e+09   \n",
      "3 -121.832198     0.0   0.0  ...  0.0  4.182627e+07  1.240626e+09   \n",
      "4 -121.832224     0.0   0.0  ...  0.0  4.182627e+07  1.240626e+09   \n",
      "\n",
      "        t_year  tide_earth  tide_load    tide_ocean  tide_pole              x  \\\n",
      "0  2019.326304   -0.024615   0.003656  3.402823e+38  -0.000628  585820.033780   \n",
      "1  2019.326304   -0.024615   0.003656  3.402823e+38  -0.000628  585818.482160   \n",
      "2  2019.326304   -0.024613   0.003656  3.402823e+38  -0.000628  585812.354739   \n",
      "3  2019.326304   -0.024612   0.003656  3.402823e+38  -0.000628  585810.797554   \n",
      "4  2019.326304   -0.024612   0.003656  3.402823e+38  -0.000628  585809.211173   \n",
      "\n",
      "              y  \n",
      "0  5.402471e+06  \n",
      "1  5.402451e+06  \n",
      "2  5.402371e+06  \n",
      "3  5.402351e+06  \n",
      "4  5.402331e+06  \n",
      "\n",
      "[5 rows x 21 columns]\n"
     ]
    }
   ],
   "source": [
    "# Get list of files to plot\n",
    "files = list(outdir.glob('*.h5'))\n",
    "\n",
    "dfs = []\n",
    "for f in files[:]:\n",
    "    f_data, vnames = atl06lib.read_h5(f)\n",
    "    dd_data = dd.from_array(f_data, columns=vnames)\n",
    "    dfs.append(dd_data)\n",
    "\n",
    "# List with one dataframe per file\n",
    "#dfs = [dd.from_array(atl06lib.read_h5(f), columns=vnames) for f in files] #\n",
    "\n",
    "# Single parallel dataframe (larger than memory)\n",
    "df = dd.concat(dfs)\n",
    "\n",
    "print('Number of files:', len(files))\n",
    "print('Number of points:', len(df))\n",
    "#print(df.head())\n",
    "\n",
    "# dask dataframe convert to pandas dataframe\n",
    "df_nsidc = df.compute()\n",
    "\n",
    "print (df_nsidc.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot elevation\n",
    "fig=plt.figure(figsize=(10, 5))\n",
    "ax1=fig.add_subplot(121)\n",
    "ax2=fig.add_subplot(122, sharex=ax1, sharey=ax1)\n",
    "\n",
    "cm = plt.cm.get_cmap('RdYlBu_r')\n",
    "cs=ax1.scatter(df_nsidc['x'], df_nsidc['y'], c=df_nsidc['h_li'], vmin=df_nsidc['h_li'].min(), vmax=df_nsidc['h_li'].max(), cmap=cm, s=15, label='Icepyx')\n",
    "ax2.scatter(gdf_OA['geometry'].x, gdf_OA['geometry'].y, c = gdf_OA['h'], vmin=gdf_OA['h'].min(), vmax=gdf_OA['h'].max(), cmap=cm, s=15, label='OpenAltimetry')\n",
    "\n",
    "plt.tight_layout()\n",
    "ax1.set_title('Icepyx', fontsize=20)\n",
    "ax2.set_title('OpenAltimetry', fontsize=20)\n",
    "colorbar = fig.colorbar(cs, ax=ax2)\n",
    "colorbar.ax.tick_params(labelsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
